{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最近更新有点慢，后台收到不少小伙伴的催更，先说声抱歉哈。最近在参加一个目标检测的比赛，时间比较紧张。这段时间我也打算调整一下思路，试着将目标检测中涉及的内容拆开来，将这些拆分的内容一点点融入到在后续的博客中。一方面兼具我现阶段的工作，一方面也不耽搁文章的更新进度。水到渠成后，就开始写目标检测方面的内容。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这篇文章中我放弃了以往的model.fit()训练方法，改用model.train_on_batch方法。两种方法的比较：\n",
    "\n",
    "- `model.fit()`：用起来十分简单，对新手非常友好\n",
    "- `model.train_on_batch()`：封装程度更低，可以玩更多花样。\n",
    "\n",
    "此外我也引入了进度条的显示方式，更加方便我们及时查看模型训练过程中的情况，可以及时打印各项指标。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1qBmmV-bhm5b1KWey5Zc_rw （提取码：e5rq）\n",
    "\n",
    "我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果你是一名深度学习小白可以先看看我这个专门为你写的专栏：[《小白入门深度学习》](https://blog.csdn.net/qq_38251616/category_11188161.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、前期工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 设置GPU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果使用的是CPU可以注释掉这部分的代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpus[0], True)  #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpus[0]],\"GPU\")\n",
    "\n",
    "# 打印显卡信息，确认GPU可用\n",
    "print(gpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "import os,PIL\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import numpy as np\n",
    "np.random.seed(1)\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "#隐藏警告\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"./data/train\"\n",
    "# data_dir = \"D:/jupyter notebook/DL-100-days/datasets/017_Eye_dataset\"\n",
    "\n",
    "data_dir = pathlib.Path(data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 查看数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 3400\n"
     ]
    }
   ],
   "source": [
    "image_count = len(list(data_dir.glob('*/*')))\n",
    "\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 加载数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用`image_dataset_from_directory`方法将磁盘中的数据加载到`tf.data.Dataset`中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 8\n",
    "img_height = 224\n",
    "img_width = 224"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorFlow版本是2.2.0的同学可能会遇到`module 'tensorflow.keras.preprocessing' has no attribute 'image_dataset_from_directory'`的报错，升级一下TensorFlow就OK了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3400 files belonging to 2 classes.\n",
      "Using 2720 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"training\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3400 files belonging to 2 classes.\n",
      "Using 680 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"validation\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以通过class_names输出数据集的标签。标签将按字母顺序对应于目录名称。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['cat', 'dog']\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 2. 再次检查数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 224, 224, 3)\n",
      "(8,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `Image_batch`是形状的张量（8, 224, 224, 3)。这是一批形状224x224x3的8张图片（最后一维指的是彩色通道RGB）。 \n",
    "- `Label_batch`是形状（8，）的张量，这些标签对应8张图片"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle()** ： 打乱数据，关于此函数的详细介绍可以参考：https://zhuanlan.zhihu.com/p/42417456\n",
    "- **prefetch()** ：预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache()** ：将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "def preprocess_image(image,label):\n",
    "    return (image/255.0,label)\n",
    "\n",
    "# 归一化处理\n",
    "train_ds = train_ds.map(preprocess_image, num_parallel_calls=AUTOTUNE)\n",
    "val_ds   = val_ds.map(preprocess_image, num_parallel_calls=AUTOTUNE)\n",
    "\n",
    "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n",
    "val_ds   = val_ds.cache().prefetch(buffer_size=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果报 `AttributeError: module 'tensorflow._api.v2.data' has no attribute 'AUTOTUNE'` 错误，就将 `AUTOTUNE = tf.data.AUTOTUNE` 更换为 `AUTOTUNE = tf.data.experimental.AUTOTUNE`，这个错误是由于版本问题引起的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 可视化数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))  # 图形的宽为15高为10\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(8):\n",
    "        \n",
    "        ax = plt.subplot(5, 8, i + 1) \n",
    "        plt.imshow(images[i])\n",
    "        plt.title(class_names[labels[i]])\n",
    "        \n",
    "        plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、构建VG-16网络"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**VGG优缺点分析：**\n",
    "\n",
    "- **VGG优点**\n",
    "\n",
    "VGG的结构非常简洁，整个网络都使用了同样大小的卷积核尺寸（3x3）和最大池化尺寸（2x2）。\n",
    "\n",
    "- **VGG缺点**\n",
    "\n",
    "1)训练时间过长，调参难度大。2)需要的存储容量大，不利于部署。例如存储VGG-16权重值文件的大小为500多MB，不利于安装到嵌入式系统中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**结构说明：**\n",
    "\n",
    "- 13个卷积层（Convolutional Layer），分别用`blockX_convX`表示\n",
    "- 3个全连接层（Fully connected Layer），分别用`fcX`与`predictions`表示\n",
    "- 5个池化层（Pool layer），分别用`blockX_pool`表示\n",
    "\n",
    "**`VGG-16`包含了16个隐藏层（13个卷积层和3个全连接层），故称为`VGG-16`**"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "predictions (Dense)          (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import layers, models, Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\n",
    "\n",
    "def VGG16(nb_classes, input_shape):\n",
    "    input_tensor = Input(shape=input_shape)\n",
    "    # 1st block\n",
    "    x = Conv2D(64, (3,3), activation='relu', padding='same',name='block1_conv1')(input_tensor)\n",
    "    x = Conv2D(64, (3,3), activation='relu', padding='same',name='block1_conv2')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block1_pool')(x)\n",
    "    # 2nd block\n",
    "    x = Conv2D(128, (3,3), activation='relu', padding='same',name='block2_conv1')(x)\n",
    "    x = Conv2D(128, (3,3), activation='relu', padding='same',name='block2_conv2')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block2_pool')(x)\n",
    "    # 3rd block\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv1')(x)\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv2')(x)\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block3_pool')(x)\n",
    "    # 4th block\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv1')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv2')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block4_pool')(x)\n",
    "    # 5th block\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv1')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv2')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block5_pool')(x)\n",
    "    # full connection\n",
    "    x = Flatten()(x)\n",
    "    x = Dense(4096, activation='relu',  name='fc1')(x)\n",
    "    x = Dense(4096, activation='relu', name='fc2')(x)\n",
    "    output_tensor = Dense(nb_classes, activation='softmax', name='predictions')(x)\n",
    "\n",
    "    model = Model(input_tensor, output_tensor)\n",
    "    return model\n",
    "\n",
    "model=VGG16(1000, (img_width, img_height, 3))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在准备对模型进行训练之前，还需要再对其进行一些设置。以下内容是在模型的编译步骤中添加的：\n",
    "\n",
    "- 损失函数（loss）：用于衡量模型在训练期间的准确率。\n",
    "- 优化器（optimizer）：决定模型如何根据其看到的数据和自身的损失函数进行更新。\n",
    "- 评价函数（metrics）：用于监控训练和测试步骤。以下示例使用了准确率，即被正确分类的图像的比率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer=\"adam\",\n",
    "              loss     ='sparse_categorical_crossentropy',\n",
    "              metrics  =['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1/10: 100%|████████| 340/340 [00:23<00:00, 14.36it/s, loss=1.1077, accuracy=0.6250, lr=9.2e-5]\n",
      "Epoch 1/10:   0%|                                                            | 0/85 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1/10: 100%|█████████████████████| 85/85 [00:02<00:00, 36.55it/s, loss=0.9331, accuracy=0.6250]\n",
      "Epoch 2/10:   1%|         | 2/340 [00:00<00:30, 11.02it/s, loss=0.5899, accuracy=0.8750, lr=8.46e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.9331\n",
      "验证准确率为：0.6250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 2/10: 100%|███████| 340/340 [00:19<00:00, 17.49it/s, loss=0.4633, accuracy=0.6250, lr=8.46e-5]\n",
      "Epoch 2/10:   8%|█▊                    | 7/85 [00:00<00:02, 37.14it/s, loss=0.2198, accuracy=0.8750]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 2/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.11it/s, loss=0.9926, accuracy=0.6250]\n",
      "Epoch 3/10:   1%|         | 2/340 [00:00<00:30, 11.20it/s, loss=0.7195, accuracy=0.6250, lr=7.79e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.9926\n",
      "验证准确率为：0.6250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 3/10: 100%|███████| 340/340 [00:19<00:00, 17.43it/s, loss=0.5744, accuracy=0.8750, lr=7.79e-5]\n",
      "Epoch 3/10:   8%|█▊                    | 7/85 [00:00<00:02, 37.74it/s, loss=0.0483, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 3/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.53it/s, loss=0.4384, accuracy=0.8750]\n",
      "Epoch 4/10:   1%|         | 2/340 [00:00<00:30, 11.27it/s, loss=0.0969, accuracy=1.0000, lr=7.16e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.4384\n",
      "验证准确率为：0.8750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 4/10: 100%|███████| 340/340 [00:19<00:00, 17.43it/s, loss=0.1119, accuracy=0.8750, lr=7.16e-5]\n",
      "Epoch 4/10:   8%|█▊                    | 7/85 [00:00<00:02, 37.74it/s, loss=0.0547, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 4/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.17it/s, loss=0.3161, accuracy=0.8750]\n",
      "Epoch 5/10:   1%|         | 2/340 [00:00<00:30, 11.27it/s, loss=0.1939, accuracy=0.8750, lr=6.59e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.3161\n",
      "验证准确率为：0.8750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 5/10: 100%|███████| 340/340 [00:20<00:00, 16.68it/s, loss=0.0263, accuracy=1.0000, lr=6.59e-5]\n",
      "Epoch 5/10:   8%|█▊                    | 7/85 [00:00<00:02, 36.94it/s, loss=0.0135, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 5/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.04it/s, loss=0.1998, accuracy=0.8750]\n",
      "Epoch 6/10:   0%|         | 1/340 [00:00<00:40,  8.29it/s, loss=0.1053, accuracy=0.8750, lr=6.06e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.1998\n",
      "验证准确率为：0.8750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 6/10: 100%|███████| 340/340 [00:19<00:00, 17.36it/s, loss=0.0071, accuracy=1.0000, lr=6.06e-5]\n",
      "Epoch 6/10:   8%|█▊                    | 7/85 [00:00<00:02, 36.37it/s, loss=0.0160, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 6/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.07it/s, loss=0.0695, accuracy=1.0000]\n",
      "Epoch 7/10:   1%|         | 2/340 [00:00<00:30, 10.96it/s, loss=0.0074, accuracy=1.0000, lr=5.58e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.0695\n",
      "验证准确率为：1.0000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 7/10: 100%|███████| 340/340 [00:19<00:00, 17.33it/s, loss=0.0005, accuracy=1.0000, lr=5.58e-5]\n",
      "Epoch 7/10:   8%|█▊                    | 7/85 [00:00<00:02, 37.14it/s, loss=0.0070, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 7/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.09it/s, loss=0.0081, accuracy=1.0000]\n",
      "Epoch 8/10:   1%|         | 2/340 [00:00<00:30, 11.14it/s, loss=0.0024, accuracy=1.0000, lr=5.13e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.0081\n",
      "验证准确率为：1.0000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 8/10: 100%|███████| 340/340 [00:19<00:00, 17.35it/s, loss=0.0002, accuracy=1.0000, lr=5.13e-5]\n",
      "Epoch 8/10:   8%|█▊                    | 7/85 [00:00<00:02, 36.75it/s, loss=0.0023, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 8/10: 100%|█████████████████████| 85/85 [00:01<00:00, 42.91it/s, loss=0.0400, accuracy=1.0000]\n",
      "Epoch 9/10:   1%|         | 2/340 [00:00<00:30, 11.20it/s, loss=0.0056, accuracy=1.0000, lr=4.72e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.0400\n",
      "验证准确率为：1.0000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 9/10: 100%|███████| 340/340 [00:19<00:00, 17.36it/s, loss=0.0112, accuracy=1.0000, lr=4.72e-5]\n",
      "Epoch 9/10:   8%|█▊                    | 7/85 [00:00<00:02, 36.75it/s, loss=0.0046, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 9/10: 100%|█████████████████████| 85/85 [00:01<00:00, 43.46it/s, loss=0.0302, accuracy=1.0000]\n",
      "Epoch 10/10:   1%|        | 2/340 [00:00<00:30, 11.02it/s, loss=0.0075, accuracy=1.0000, lr=4.34e-5]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.0302\n",
      "验证准确率为：1.0000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 10/10: 100%|██████| 340/340 [00:19<00:00, 17.22it/s, loss=0.0000, accuracy=1.0000, lr=4.34e-5]\n",
      "Epoch 10/10:   8%|█▋                   | 7/85 [00:00<00:02, 37.14it/s, loss=0.0000, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始验证！\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 10/10: 100%|████████████████████| 85/85 [00:02<00:00, 42.15it/s, loss=0.0231, accuracy=1.0000]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "结束验证！\n",
      "验证loss为：0.0231\n",
      "验证准确率为：1.0000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import tensorflow.keras.backend as K\n",
    "\n",
    "epochs = 10\n",
    "lr     = 1e-4\n",
    "\n",
    "# 记录训练数据，方便后面的分析\n",
    "history_train_loss     = []\n",
    "history_train_accuracy = []\n",
    "history_val_loss       = []\n",
    "history_val_accuracy   = []\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    train_total = len(train_ds)\n",
    "    val_total   = len(val_ds)\n",
    "    \n",
    "    \"\"\"\n",
    "    total：预期的迭代数目\n",
    "    ncols：控制进度条宽度\n",
    "    mininterval：进度更新最小间隔，以秒为单位（默认值：0.1）\n",
    "    \"\"\"\n",
    "    with tqdm(total=train_total, desc=f'Epoch {epoch + 1}/{epochs}',mininterval=1,ncols=100) as pbar:\n",
    "        \n",
    "        lr = lr*0.92\n",
    "        K.set_value(model.optimizer.lr, lr)\n",
    "        \n",
    "        for image,label in train_ds:      \n",
    "            \"\"\"\n",
    "            训练模型，简单理解train_on_batch就是：它是比model.fit()更高级的一个用法\n",
    "            \n",
    "            想详细了解 train_on_batch 的同学，\n",
    "            可以看看我的这篇文章：https://mtyjkh.blog.csdn.net/article/details/119506151\n",
    "            \"\"\"\n",
    "            history = model.train_on_batch(image,label)\n",
    "            \n",
    "            train_loss     = history[0]\n",
    "            train_accuracy = history[1]\n",
    "            \n",
    "            pbar.set_postfix({\"loss\": \"%.4f\"%train_loss,\n",
    "                              \"accuracy\":\"%.4f\"%train_accuracy,\n",
    "                              \"lr\": K.get_value(model.optimizer.lr)})\n",
    "            pbar.update(1)\n",
    "        history_train_loss.append(train_loss)\n",
    "        history_train_accuracy.append(train_accuracy)\n",
    "            \n",
    "    print('开始验证！')\n",
    "    \n",
    "    with tqdm(total=val_total, desc=f'Epoch {epoch + 1}/{epochs}',mininterval=0.3,ncols=100) as pbar:\n",
    "\n",
    "        for image,label in val_ds:      \n",
    "            \n",
    "            history = model.test_on_batch(image,label)\n",
    "            \n",
    "            val_loss     = history[0]\n",
    "            val_accuracy = history[1]\n",
    "            \n",
    "            pbar.set_postfix({\"loss\": \"%.4f\"%val_loss,\n",
    "                              \"accuracy\":\"%.4f\"%val_accuracy})\n",
    "            pbar.update(1)\n",
    "        history_val_loss.append(val_loss)\n",
    "        history_val_accuracy.append(val_accuracy)\n",
    "            \n",
    "    print('结束验证！')\n",
    "    print(\"验证loss为：%.4f\"%val_loss)\n",
    "    print(\"验证准确率为：%.4f\"%val_accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这是我们之前的训练方法。\n",
    "# history = model.fit(\n",
    "#     train_ds,\n",
    "#     validation_data=val_ds,\n",
    "#     epochs=epochs\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAEFCAYAAAAPPkoMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABYiklEQVR4nO3dd3xUVfr48c+TRgKBAEkoIZQAoXcCKAQIKMWyFkQWdVUsYG/73f2tuq6r+3V1LV91XQuLArq6oqxtLRSVHiAqICCd0BNqCCQE0nN+f9yhT5JJyNw7k3ner1demblz7jnPnYTDkzPnniPGGJRSSimllFIQ5HQASimllFJK+QpNjpVSSimllHLR5FgppZRSSikXTY6VUkoppZRy0eRYKaWUUkopF02OlVJKKaWUctHk2CYi8jsR2S8i+SKS43o87ALr+523yttFRBaKSEoFr88Qkf93xvNJIjLLg3oniMi7bo7/WkT+XsF574rIhMrqr+D8Cuu/UCLyVxH51Fv1K6WqT/t597Sf97jeCSLyUU3Xq6ouxOkAAoUx5iXgJdc/5DRjzOQaqM9r5X3IPOAq4AXX88GuY9VijPkY+PhCgxKRh4F3jTFHvVF/BS4BEkUkyBhT5sV2lFJVpP18tWk/r3yKjhwrXzcPGCQi4no+GJjvYDwnPQw0tLNBEWkAxAPrgV52tq2UUl6k/bzyKZoc+wDXR05jReQLEZl/xvG7RWS3iGSKyB/OOecpEXnqjOcprnr+T0SyRGSxiERUp7yIjBeRDBFZJSIfici0SuI/L85K6n9SRPaJyGygQUV1G2N2ALlAVxFpCUQCqyt7fyqI9byP4UTkThHZKyLLgBZnHL9GRNJdr/3Ddex+EdkPtAR+cn1sWreS+keKyCYR2SMij1f2/lRgKLAUWIg1gnyy/ptEZLvrPf19RcdPtntGmVMfL7oe3yMi00Rka0Xvg+v4CBHZKCIHROQV17EOIrLjjDIPicgblVyXUrWe9vPl037eo2v6vet92Cwil7mOBYnIFNf7vFtExlR0XHlOk2Pf8SwwDbgWQETCgZuBi4BE4HciEllJHRcDO4DmWJ3R6GqW/ztW8vVPoMQYc3t5FVQS53n1i0h/4HagC/Akno2AzsMaSRgMLDDGmGq+P+7ibwH8zRXrja76TroLuB5oBaSISBdjzOvGmGbAHqCfMaaZMeZEBfVHA/8CxgHdgF+LyOWul6v687oEWOT6Gu6qvzPwHDDEVf8jItKxvOMevCWPYSXgAyp6H0QkxnVd1wMJruMjjTFbgDwR6eU69yrgPx60q1Qg0H6+fNrPl1//pcCtQE+s353pItIU630dBbR2fR/hOqW848pDOufYd0wzxnx58okxpkBEbsHqGAYDjYEYIK+COg4Ab7g6lTVAVCVtlle+AAhzfQVXVEEFcZZXf2vgG2PMEay/yNdWEiNYneavgBxcH7VV8/1xpx/wgzFmF4CInDnP7XasTvNxrI65CbChivUPBFYbY9a66n8XuBz4hKr/vC4BbgLKgLoiEgpcivV+ZrjKxLnaeaCc483PqVPOeT7LGDP1nGPu3od2ruta5yrT+4zynwLXiDWC3AFYXMl1KRUotJ8vn/bz5bsM+MD1fh4RkR+w3o/vsH52LwILgIdc5beVc1x5SEeOfUfamU9EpB1WUpEN/A/WX7CV2WGMMa7HpsKSFZdfgZXg3AY8XVEFlcTprn45py1Pbiqbj9URDMV1k0Y13x+3l+AuHhFpiPU+BAF/5ZyfTxWZch57/PMSkSZAM2NMrDGmKfALZ49+nCw30t0IcXnHOePjRZdzfw8b4sH7ICIXi0g/19NPgGuwOvSv9MZBpU7Rfr58Ad/PV7V+Y0wO1uj8EuAGrGS53OPKc5oc+67ewE5gKtZfs/EenFPVf3jnlReRVkBboIsxpo8xZtMFxOkunh+By0QkSkT6YH1MVHGQxhzAGk2o7/rYvrJ2q2IVcJGIxLuu/eRc3vZAKfAmEAr0Pee8LKC1WBpXUP8yoJeIdBPrhrpbgZNLFFXl5zUc+OmM5z+4js0DrhCROFf9rwP1KjieC8S74u6O9R9RRcp7H5a7rquLiNQBnsf1M3CNJocD96NTKpSqiPbzJyvRfr4is4GbRKShiHTCmva2REQuwZqm8wXWlLj+rljdHq+BOAKGJse+63vX931Yc6ROfkTtbXuwfi/2ishOEflaRCrqkKoUpzFmKfARsAV4A9joYVzzOPvu5Rp5f1wfs/0ZK/H8Cjg5TWAN1g0hmcBfsEZqz6z/SeBdrM5zVAX1H8bqKD/BWmXiP8aYStfvdOMSrIT4pB+AS4wxG4AnsOYJrwPeMsasKu848LPrWpYCf3Rdc0Xcvg/GmCysEafPgO1YH1l+fsZ5n2L9Z6ZTKpQqn/bzZwv0fh7gOhHJO+PrQWPM98D7wFrgS+B21x8TC4FjrviXAP/PNUpd3nHlIdH3S51JrLtaLzfG3CkiwcBrwBZjjNc2tlC1i4iEAL8Gko0x9zgdj1LqbNrPK1UxHTlW5/oJa5OJfcAurI/eZjobkvIznwDPAK86HIdSyj3t55WqgI4cK6WUUkop5aIjx0oppZRSSrlocqyUUkoppZSLz2wCEhMTY9q0aeN0GEopVS0rV67MMsbEOh2HnbTfVkr5q4r6bJ9Jjtu0acOKFSucDkMppapFRHY5HYPdtN9WSvmrivpsnVahlFJKKaWUiybHSimllFJKuWhyrJRSSimllIvPzDlWSimllPJVxcXFZGRkUFBQ4HQoqgrCw8OJj48nNDTU43M0OVZKKaWUqkRGRgb169enTZs2iIjT4SgPGGM4fPgwGRkZJCQkeHyeTqtQSimllKpEQUEB0dHRmhj7EREhOjq6yqP9HiXHItJURJZU8HqoiHwtIstE5PbyjimllFJK+StNjP1PdX5mlU6rEJFGwHtAvQqKPQCsMMY8JSKfich/gInnHjPGHKtyhEoBG/bmMmfdPkfabpe9iKZ5mxxpW9mvTqs+9B75G6fDqJU27svlk5UZ/GF0J8JC9INLpZRv8mTOcSnwa+C/FZRJAR51PV4GJJVzbMGZJ4nIJGASQKtWrTwMWQUaYwz/8581bNyXi91/tDfhCIvDHqOOlFBmdMQgEKw4cRA0OfaKXYdPMDV1B6O6NqN/QmOnw1HKr7z++ut88skn/PDDDwwYMICHHnqIa6+9tkp1PPzww7z66qs1Vq4yTz31FO3bt+c3v/GvPrXS5NgYkwuVDkvXAzJdj3OBpuUcO7fuKcAUgKSkJONp0CqwLNpyiI37cnlxbA+uT2ppb+Pf/gmWl8EDqwlq7PlkfuW/+jsdQC12cbtoggRStx7S5FipKrr//vu5//77ad++PQsXLqxWHZ4mvDWRGPuzmlqtIg+IAHKASNdzd8eUqrLJi7bRPCqcq3u1sLfh/KOwYjp0vRY0MVbqgkVFhNIjviGp6Vn8dmRHp8NRqtqe/mo9G/bm1midXeIa8Odfda3yeSkpKfTr14+1a9cyd+5c8vLyGDduHAUFBbRu3Zrp06efVfZkYv3UU09RXFxMamoqOTk5zJkzh2bNmnlULioqijFjxnD48GHatWtH9+7defzxxz2Kt7CwkAkTJrB3717i4+OZPn06paWlXH/99eTm5hITE8PMmTMpLi4+71hIiD2LrNXUpK+VQLLrcU9gZznHlKqSn3cfIW17NnckJ9g/R3HFVCg6BoMetrddpWqxwYkxrMnIIbeg2OlQlKoV0tLSuPjii5k7dy4A+/bt47777mP27Nns3LmTAwcOlHtueno6ixYt4sYbb2T+/Pkel9u0aRPx8fEsXbqUbdu2eZwYA7z99tt069aNRYsW0aFDB6ZNm8aGDRsICgpi8eLFTJo0iby8PLfH7FLlFFxEhgNdjDGvn3H4PWCWiAwGugA/YE2pOPeYUlUyedE2oiJCuaG/zXPSi/MhbTK0uwSa97C3baVqsUHtY/jH/HTSth1mZNdmToejVLVUZ4TXW7p168aYMWNOPQ8NDeWdd95h+vTpZGdnk5+fX+65t9xyCwBNmjShqKjI43ItWrRg5cqVDBkyhIceeqhK8W7YsOFUvAMGDGD27NncdddddOvWjZEjR5KYmMjw4cPp06fPecfs4vFQnDEmxfV9/jmJMcaYXcAIYClwqTGm1N2xGotaBYT0g3l8u+EAt17cmnp1bN6vZvWHcPwgJD9ib7tK1XK9WzUkIjSYpelZToeiVK0QGRl51vOpU6cyduxYZsyYQb16FS00RqWvl1duzpw5/OlPf2L58uXcdNNNVYq3a9eupKWlAdaod9euXVmzZg2DBg3i22+/5ciRIyxZssTtMbvU2OfUxpi9xpiZxpicio4p5akpi7dRJySIWwe2sbfh0hJY9hq06Attkisvr5TyWJ2QYAa0bcwSTY6V8ooRI0bw3HPPnRppzczMrOSMquvduzcPPPAAw4cPZ/z48axbt67csk8++SRJSUkkJSXx+uuvc+edd7J+/XqGDBnC1q1bmTBhAm3atOG1115j4MCB7N+/n6SkJLfH7CLG+MYiEUlJSWbFihVOh6F8xL6cfIa8sIAb+7fi6au72dv4uk/hk9th3PvQ5Sp721Z+S0RWGmPs6719QHX77XeWbOeZbzay7NHhxDWM8EJkStW8jRs30rlzZ6fD8Alvv/02M2bMIDQ0lNDQUH73u9+RkpLidFjlcvezq6jPtvmzaqU8My11B2UG7hzc1t6GjYHUVyE6ETpdaW/bSgWI5MQYAFLTsxhn9/KMSqkLNnHiRCZOnOh0GF6jWxQpn5NzopgPf9jNlT2a07JxXXsb374A9q+FQQ9CkP7zUMobOjatT0xkHZ13rJTySfq/v/I576ft5HhRKXcPbWd/46mvQP3m0OPX9retVIAQEZLbR7M0PYuyMt+Y2qeUUidpcqx8SkFxKdOX7iSlYyydmzewt/HMlbBjMVx0L4TUsbdtpQLMoPYxZOUVsfnAMadDUUqps2hyrHzKf1bs4fDxIu5xZNT4VQiPgr4T7G9bqQBzct6xTq1QSvkaTY6VzygpLWPKku30btWQ/gmN7W08Kx02fgX97oRwm0eslQpAzaMiaBdbjyVbNTlWyhMXXXQRW7ZsAeDLL79kwoQJFZZ3t3rEww8/7LbsU089dWq7aHdWr17N6tWrPa6vqp566ik++OCDGqmrJmhyrHzGN7/sY092PvcMbYeI2Nv4sr9DcBgMuNvedpUKYMntY/hxRzaFJbpHlFKVGTVqFN9//z0A8+bNY/To0VWu49VXX61W2+Ulx9Wtz9fpUm7KJxhjmLxoO+2bRHJp56b2Np67D9Z8BL1vhsgm9ratVABLTozlveW7WLXrKBe3i3Y6HKU8N/tR2P9LzdbZrDtc9rdyXx41ahQvvfQS9957LwsWLODJJ58kLy+PcePGUVBQQOvWrZk+fXqFTaSkpJwaIT5y5AjXX389paWlGGNISUlxW99jjz3G559/DsD777/PvHnz3NZXWFjIhAkT2Lt3L/Hx8UyfPp1nn32W4uJiUlNTycnJYc6cOTRr5tm28e7qKy0t5frrryc3N5eYmBhmzpxJcXHxecdCQi4svdWRY+UTFm05xMZ9udw1pC1BQTaPGqe9CWUlMPABe9tVKsANaNuY4CDRecdKeWDAgAGsXr2ajIwM6tatS3R0NPv27eO+++5j9uzZ7Ny5kwMHDnhc35QpU7jyyitZsGABoaGhAG7re+6553j00Ud59NFHz0qMz/X222/TrVs3Fi1aRIcOHZg2bRoA6enpLFq0iBtvvJH58+d7HJ+7+jZs2EBQUBCLFy9m0qRJ5OXluT12oXTkWPmEyYu20TwqnKt7tbC34fyjsGI6dL0WGifY27ZSNhORpsAnxpjB5bweCnwONAbeMcZM82Y8DcJD6dWyIUvSs/jdqI7ebEqpmlXBCK+3BAcH07dvX55//nlGjhwJQGhoKO+88w7Tp08nOzub/Px8j+vbsWMH48aNAzi1NfOF1LdhwwbGjBkDWIn87NmzadSoEbfccgsATZo0oaio6ILqu+uuu+jWrRsjR44kMTGR4cOH06dPn/OOXSgdOVaO+3n3EdK2Z3NHcgJhITb/Sq6YCkXHYNBD9rarlM1EpBHwHlCvgmIPACuMMQOBK0WkvrfjGtQ+hl8yjpJzotjbTSnl90aPHs3kyZNPzTeeOnUqY8eOZcaMGdSrV9E/7fO1bt2aDRs2AJyaT1xefREREZw4cQKwpkG607VrV9LS0gBIS0uja9euAFWOq6L61qxZw6BBg/j22285cuQIS5YscXvsQmlyrBw3edE2oiJCGd+/lb0NFxdA2mRodwk072lv20rZrxT4NZBbQZkUYKbr8TIg6dwCIjJJRFaIyIpDhw5dcFCDE2MoM7B8++ELrkup2m7UqFFERkYyYMAAAEaMGMFzzz13arQ0MzPT47omTpzIp59+SkpKCrm5uRXWN2LECD777DMGDRpUbvJ55513sn79eoYMGcLWrVsrXU3jXE8++SRJSUkkJSXx+uuvu62vTZs2vPbaawwcOJD9+/eTlJTk9tiFkvL+ArBbUlKSWbFihdNhKJulH8xjxCuLuH9Ye/5npM0fq66YBl8/Ard+BQlD7G1b1ToistIYc+G9speJyEJjTEo5r80DxhhjckRkEpBrjPmovLpqot8uLi2j19Pfcm2fFjxzTfcLqsut3H2w4QtY9ylENIabZlZ6ilLubNy4kc6dOzsdhqoGdz+7ivpsnXOsHDVl8TbqhAQxYWAbexsuK4Wlr0FcH2jjdvqlUoEoD4gAcoBI13OvCg0OYkDbaJam1+DI8Yls2PBfKyHemQoYqNcEMn6Cw9sg2oFNhpRSfkOnVSjH7M8p4POfMxmX1JLoSJu3a97wXziyA5IfAbvXVFbKd60Ekl2PewI77Wg0uX0MO7KOk3HkRPUrKci1lmT8YCy8lAhfPwzH9sHQP8B9P8FE1132m76pkZhVYPKVT9uV56rzM9ORY+WYqanbKTMwcXBbexs2BlJfgej20OkKe9tWykeIyHCgizHm9TMOvwfMEpHBQBfgBztiOXMr6V/3q8K9B8X5sGWuNUK89VsoKYColnDxfdBtrLVu7Jl//DbrbiXHgx6s4StQgSA8PJzDhw8THR1t/0ZVqlqMMRw+fJjw8PAqnafJsXJEzoliPvxhN1f2aE7LxnXtbXz7Ati/Fq76BwQF29u2Ug47Od/YGDMfmH/Oa7tEZATW6PGTxhhbtq5LbBJJk/p1WLLVg+S4pMj6N7zuUyvRLcqzpkz0uRW6XQfx/SConA9FO10JC/8GeYcgMrbmL0TVavHx8WRkZFATN6Iq+4SHhxMfH1+lczxKjkVkKtAZmGWMecbN6wnA60AD4EdjzP+ISAiw3fUF8IAxpoa3k1H+6v20nRwvKuXuoQ7M/Ut9Beo3hx6/tr9tpXycMWYvp1essIWIkNw+hoVbDlFWZs7fCKis1Jo7vO5T2Pgl5B+B8IbQbYyVELcZ7Nkfuh0vh4XPwZbZ0OcWr1yLqr1CQ0NJSND18ANBpcmxiIwBgo0xA0XkTRFJNMZsPafY88D/GmPSRORjEUnBWi5ohjHmDzUetfJrBcWlTF+6k5SOsXRu3sDexjNXwo7FMOJ/IcTmec5KqXIlJ8bw2c+ZbNiXS7cWUdb0p4yfrIR4/eeQdwBC61lTobpdB+2GQ0hY1Rpp1h2iWsGmWZocK6XK5cnIcQqnRxHmY33cdm5y3AFY5Xp8EIjCmq92rYgMAnYBtxpjSs48ybVU0CSAVq1sXuNWOeY/K/Zw+HiRQ6PGr0KdKOg7wf62lVLlGtQ+BjBs+nkp3Tb8AOs+g5zdEFwHOoy0EuLEURB2AdOwRKDT5daumIV5UCeyxuJXStUeniTH9YCTq0rnAu3dlPkE+LOIpAGjgcewpmEMNcbsE5E3gMuBL888yRgzBZgC1nqZ1boC5VdKSsuYsmQ7vVs1ZEBCY3sbz0qHjV9ZK1SE2zxirZQqX1Y6Tdd9wuK679NqRQZIMLQbBsMet5LZ8Kiaa6vTFfDDZNg2H7pcVXP1KqVqDU+S45PrXoK17uV5dzoYY54RkWTg98B7xpg8EVlrjCl0FdkEJNZEwMq/zVq3nz3Z+TxxRRf77/Zd9hoEh8FF99jbrlLqfEd3W6PD6z61bpBFKIvsxZM5o3n8d38gPKqJd9ptNdCar7x5libHSim3PEmOT657mYa17uXmcsqtBloBN7ievy8ifwXWAdcCz15QpMrvGWN4a+E22sXWY0TnpvY2fmw/rJkBvX8DkV76T1cpVbG8Q9b84XWfwB7XKnEt+sKo56DrNWzLDOZf761g9KEgBtbgYPFZgkOgw2jYMgdKS6znSil1Bk82AfkCuFlEXgbGAetF5LwVK7BGjV82xpxcxf0vwPtYSfNyY8z3Fx6u8meLt2axcV8udw1td/7d6N6W9iaUlcDAB+xtVyl1Wvp3MPv31nzf4X+CB1fDxPlw8b3QII4BbaMJCRKWpGd5N45OV1grXuxe7t12lFJ+qdI/mY0xua7VJ0YALxhj9gNr3JT78znP1wE9aiZMVRu8tTCdZg3CuaZXC3sbzj8KP02DLtdAY5s3HFFKndb5KojrDU06u305sk4IvVs1ZKm3k+N2w60b/TZ9Awm6fbxS6mwebR9tjDlijJnpSoyVqrKfdx8hbXs2dw5OICzE5l3LV0yDomOQ/LC97SqlzlYnstzE+KTk9rH8kpnDkeNF3o2j3TDY/I21ZJxSSp3B5ixFBarJi7YRFRHK+P42L9lXXABpb1kjRc172tu2UqrKkhOjMQaWbz/s3YY6XWHdFHhgnXfbUUr5HU2OldelH8zj2w0HuOXi1kTWsfnmlzUfwvGDMOhhe9tVSlVLz/iGRNYJIdXbUys6jAbEmlqhlFJn0ORYed2UxdsICw7i1oFt7G24rBSWvgZxfSBhiL1tK6WqJSQ4iIvaRpO61cvJcWQTaDlAk2Ol1Hk0OVZetT+ngM9/zuTX/VoSE2nzds0b/gtHdlhzje1eU1kpVW3J7aPZnX2C3YdPVF74QnS63Fpj+ehu77ajlPIrmhwrr5qaup0yAxMH27xKhDGQ+gpEt4dOV9rbtlLqgiQnxgJ4f2rFyb5h82zvtqOU8iuaHCuvyTlRzIc/7ObKHs1p2biuvY1vX2CNCA18EIKC7W1bKXVB2sXWo1mDcO8v6RbdDmI7waavvduOUsqvaHKsvOaDH3ZxvKiUu4a0s7/x1Fchshn0HG9/20qpCyIiJCfGsHRbFqVlXl5qrePlsHMpnMj2bjtKKb+hybHyioLiUqal7iClYyxd4hrY23jmKtixyNp1K8Tmec5KqRqR3D6GoyeK2bA317sNdboSTCls/c677Sil/IYmx8or/rMyg8PHi7h7qAOjxktfhTpR0Pc2+9tWStWIQe1jAFiSfsi7DcX1tj5l0qkVSikXTY5VjSspLWPK4m30btWQAQmN7W08Kx02fAn97oBwm0eslVI1JrZ+HTo1q+/9ecdBQdaqFenzrE2DlFIBT5NjVeNmrdvPnux87h7aDrF7CbVlr0FwGFx0j73tKqVq3KD2Mfy08wgFxaXebajTFVB83JqOpZQKeJocqxpljOGthdtoF1uPEZ2b2tv4sf2wZgb0vsla4F8p5deSE2MoKinjp51evlmuzWAIq69TK5RSgCbHqoYt3prFxn253DW0HUFBNo8ap70JZSUw8AF721VKecWAhMaEBov31zsOqQOJI6z1jsu8PEqtlPJ5mhyrGvXWwnSaNQjnml4t7G04/yj8NA26XAONbd5wRCnlFXXDQujTqpH3t5IGa2rF8UOQscL7bSmlfJomx6rG/Lz7CGnbs7lzcAJhITb/aq2YBkXHrK2ilVK1RnL7GNbvzSX7eJF3G0ocAUGhsPkb77ajlPJ5mhyrGjN50TYahIcwvn8rexsuLoC0t6DdcGje0962lVJelZxoLenm9VUrwqOgTTJs/Nrafl4pFbA0OVY1YtuhPL7dcIBbB7Yhsk6IvY2v+RCOH4RBD9vbrlLK67q3iKJ+eIj3k2OwplZkb4OsLd5vSynlszxKjkVkqogsE5Enynk9QUS+EZElIvJ/np6nao8pi7YTFhzErQPb2NtwWSksfc1ayD9hiL1tK6W8LiQ4iIvbRrNkaxbG2yO6HS+3vm/SqRVKBbJKk2MRGQMEG2MGAnEikuim2PPA/xpjBgPxIpLi4XmqFtifU8BnP2fw634tiYm0ebvmDf+FIzsg+RGwe01lpZQtBifGkHk0n12HT3i3oagW1h/amhwrFdA8GTlOAWa6Hs8Hkt2U6QCscj0+CER5cp6ITBKRFSKy4tAhL28Rqrxm2tIdlBmYONjmVSKMsbaKbtwOOl1pb9tK+RkPPgFsJCKzXJ8ATrY7voqc3Era60u6gTW1InOFtW66UiogeZIc1wMyXY9zAXc7O3wC/FlEfgWMBuZ5cp4xZooxJskYkxQbG1vV2JUPyDlRzL/TdnFF9+a0bFzX3sa3L4B9a2DQQxAUbG/bSvkRDz/Juxn4wPUJYH0RSbI1yAokxNSjRcMIe5Z063iF9X3zLO+3pZTySZ4kx3lAhOtxpLtzjDHPALOBO4H3jDF5npyn/N8HP+zieFEpdw9tZ3/jqa9CZDPoOd7+tpXyLylU/gngYaCjiDQEWgK73VXkxCd+IsKg9tEs25ZFaZmX5x036QyNEnRqhVIBzJOEdSWnO9KewM5yyq0GWgEvV/E85acKikuZlrqDoR1i6RLXwN7GM1fBjkVw8b3W7lZKqYp48glgKpAIPAhsAo64q8ipT/ySE2PJLSjhl8wc7zYkYk2t2LEYCnK925ZSyid5khx/AdwsIi8D44D1IvKMm3K/B142xpwo5zz9M7yW+c/KDA4fL+KeFAdGjZe+CnWioO9t9retlP/x5JO8Z4G7jTF/wUqOfeof18B20YAN6x2DlRyXFkH6995vSynlcypNjo0xuVgfyaUBw4wxa4wx593QYYz5szHm/QrO8/Kf+8pOJaVlTFm8jV4tGzIgobG9jWelw4Yvod/tEG7ziLVS/smTT/LqAt1FJBgYAPjUThgxkXXo0ryBPfOOWw6AutE671ipAOXRPGBjzBFjzExjTJVu363uecr3zVq3nz3Z+dyT0g6xewm1Za9BcBgMuMfedpXyX19Q+SeAzwFTgBygMTDD1gg9kJwYw8pdR8gvKvVuQ0HB0OEy2PItlBZ7ty2llM/Rm+RUlRljeGvhNtrF1mNEZ3dTF73o2H5YMwN63Qj1bW5bKT/lySeAxpgfjTFdjTGRxpgRrhurfcqg9jEUlZbx485s7zfW6QoozIGdqd5vSynlUzQ5VlW2eGsWG/flctfQdgQF2TxqnPYmlJXAwAfsbVcpP1cbPsnr36YxYcFBpG61YZWMdsMgtK6uWqFUANLkWFXZ5IXbaNYgnGt6tbC34YIcWDEdulwN0Q7cBKiUclREWDB9WzciNf2w9xsLjYB2w615x97etlop5VM0OVZVsnrPUZZvP8wdyQmEhdj86/PTVCjMhUEP29uuUspnJCfGsHFfLoeOFXq/sU5XQG4m7Fvt/baUUj5Dk2NVJZMXbqNBeAg3DGhlb8PFBZD2FrQdBnG97G1bKeUzkl1bSS/bZsOqFYmjQIJ0aoVSASbE6QBU1ZSWlPDjtEcIPmHDfwznMBiGHz7Bfc0aEDn7S3sbP7YPjh+E5LftbVcp5VO6tYgiKiKU1K1ZXO3tqV31oqHVQNg0C4aft4KpUqqW0uTYz2xbm8rFe//FYaIoJtT29hNChOiCMNhu8414AJ2vgoSh9rerlPIZwUHCwHbRLE3Pwhjj/aUkO10Bcx+D7O3QuK1321JK+QRNjv1M9sbFAJRNWkyzuDbOBqOUUg4Y1D6G2ev2syPrOG1jI73bWKfLreR40ywYeL9321JK+QSdc+xnwvb+SKY0JVYTY6VUgBqcaM07TrVjK+lGbaBpN90tT6kAosmxHzFlZbQ+vpa9DXo5HYpSSjmmVeO6xDeKsGcraYCOl8Pu5XDchiXklFKO0+TYj2Ru30A0OZTFD3A6FKWUcoyIMDgxhuXbDlNSWub9BjtdAaYMtszxfltKKcdpcuxH9v6yAIBm3VKcDUQppRw2qH0MxwpLWJuZ4/3GmveEBvG6pJtSAUKTY3+yezlHiaRlh15OR6KUUo4a2C4GEeyZWiFi3Zi3bT4UnfB+e0opR2ly7Eea5axmZ93uBAUHOx2KUko5qnG9MLrGNbDnpjywplaU5MP2Bfa0p5RyjCbHfiL7YCatyjLJb9bP6VCUUsonDGofw8+7j3C8sMT7jbUeBOFROrVCqQCgybGf2LXaGq1o1HGww5EopZRvGNw+luJSw487sr3fWHCotZ305tlQakMyrpRyjCbHfqJw+zIKTSgJPZOdDkUppXxCUptGhIUE2Tu1Ij8b9vxgT3tKKUd4lByLyFQRWSYibjeXF5FGIjJLRJaIyGTXsRAR2S0iC11f3Wsy8EDTKGsl28MSqRNe1+lQlFLKJ4SHBtO/TWP71jtufwkEh+nUCqVquUqTYxEZAwQbYwYCcSKS6KbYzcAHxpjBQH0RSQJ6ADOMMSmur19qNPIAUnAij4TirRyNSXI6FKWU8imD2sew+cAxDh4r8H5jdepD2xTY/A0Y4/32lFKO8GTkOAWY6Xo8H3D3uf5hoKOINARaAruBi4BrRSRVRP4tIiHnniQik0RkhYisOHToUHXiDwjb1ywhTEqJaD/I6VCUUsqnnNxKeqldUys6Xg5HdsLBDfa0p5SynSfJcT0g0/U4F2jqpkwqkAg8CGwCjgA/AUONMcnAUeDyc08yxkwxxiQZY5JiY2OrHn2AyN28BICEXsMcjkQppXxLl+YNaFQ3lNStNm3t3PFyQGDTLHvaU0rZzpPkOA+IcD2OLOecZ4G7jTF/wUqObwPWGmP2uV7fhJU8q2qIOPATO4NaEhXt7u8SpZQKXEFBwsD2MaSmH8LYMdWhflOI7webvvZ+W0opR3iSHK/k9FSKnsBON2XqAt1FJBgYABjgfRHp6Tp2LbDmwsMNPGWlpSTkr+NAw95Oh6KUUj4puX0MB3IL2XYoz54GO10O+1ZDToY97SmlbOVJcvwFcLOIvAyMA9aLyDPnlHkOmALkAI2BGcBfgPeB1cByY8z3NRRzQNm1aQUNOEFQ64udDkUppXxScntr3rFtq1Z0utL6vnm2Pe0ppWxVaXJsjMnFuikvDRhmjFljjHninDI/GmO6GmMijTEjjDF5xph1xpgexpjuxpg/eif82u/g+kUAtOgx3OFIlFLKN7VsXJfW0XXtW+84JhGiE3VqhVK1lEfrHBtjjhhjZhpj9ns7IHW24IwfOEQjmrfu4HQoSinlswa1jyFtezbFpWX2NNjpCtiZCvlH7WlPKWUb3SHPx7XIXcOeyB5IkP6olFKqPIPbx5BXWMKaPUftabDTlVBWAlu/s6c9pZRtNOPyYfv3pNOcQxS1GOB0KEop5dMubheNCPZNrWjRFyKbWhuCKKVqFU2OfVjG2gUARHce4nAkSinl2xrWDaNHiyj7bsoLCoKOl1kjxyWF9rSplLKFJsc+rHTHck6YOiR01ZFjpdSFEZGpIrJMRJ6opNybIvIru+KqSYPax/DznqMcKyi2p8GOV0BRHuxYbE97SilbaHLsw2KO/My28C6EhIY5HYpSyo+JyBgg2BgzEIgTEbebMonIYKCZMeYrWwOsIcntYygtM/y4I9ueBhOGQFgkbNKpFUrVJpoc+6hjOdm0KdlBXtN+ToeilPJ/KcBM1+P5nN7Y6RQRCQXeBnaKyNXlVSQik0RkhYisOHTokDdirbY+rRsRHhrEErumVoSGQ/tLYfMsKLNplQyllNdpcuyjdq5eSLAYItuf93+YUkpVVT0g0/U4F3C3F/0twAbgBaC/iDzgriJjzBRjTJIxJik2NtYrwVZXeGgw/do0ZqldN+WBtaRb3gHYu8q+NpVSXqXJsY86vjWVEhNEQi+9GU8pdcHygAjX40jc9/29gSmu9ew/AIbZFFuNGpwYw9aDeezPKbCnwcQREBSiG4IoVYtocuyj6h9cwY6QtkQ2aOR0KEop/7eS01MpegI73ZRJB9q6HicBu7wfVs0b5NpK2rbR44hG0HpQhfOOtx44xuE8XdFCKX+hybEPKi4qpG3hRg5H93E6FKVU7fAFcLOIvAyMA9aLyDPnlJkKDBORxcC9wEv2hlgzOjdrQHS9MPvWOwZrQ5CsLZC19azDxwqKeeKLXxjxymJ+95819sWjlLogmhz7oB3r0oiQIkLbDHQ6FKVULWCMycW6KS8NGGaMWWOMeeKcMseMMdcbY4YYYy42xmS6q8vXBQUJA9vHkJqehTHGnkY7XW59P2P0eN7GA4x8ZTH//mE3nZrVZ9GWQxzItWmqh1Lqgmhy7IOyNy4CoFUvv5zyp5TyQcaYI8aYma45xbVacvtoDh0rZMuBPHsajIqH5j1h8yyy8gp5YMbP3PHeCuqHh/DZPQN586Y+lBn44me//HtDqYCjybEPCtv7I5nSlNi4Nk6HopRSfic50VpFw86pFabjFZg9PzL+/75gzrp9PHJpB75+YDC9WzWibWwkfVs34pOVGfaNZiulqk2TYx9jyspodfwX9jbo6XQoSinll1o0jCAhpp5tN+VlHDnBnza1RjCMiVzHNw8O5qFLEwkLOf1f7HV94tl6MI9fMnNsiUkpVX2aHPuYzO0biOEoZfEXOR2KUkr5reT2MaRtP0xRifc25ygtM7y7dAcjX1nMZ3ujOBbRgnuabaZD0/rnlb2iR3PCQoL4dGWG1+JRStUMTY59zN5fFgDQrFuKs4EopZQfG9Q+hhNFpazec9Qr9W89cIzrJy/jqa82kNSmMd8+MpT6Pa9Bti+EwvPnOkdFhDKqazP+u2YvhSWlXolJKVUzNDn2NbuXc5RIWnbo5XQkSinlty5uF02QQOrWmt3iuqikjL9/v5UrXktle9ZxXh7Xk/du60d8o7rWqhWlhbBtnttzr+vTgqMnilmw6WCNxqSUqlmaHPuYpjlr2BnRjaDgYKdDUUopvxUVEUqP+IY1elPez7uP8Kt/pPLK91sY1a0Z3/92KGP6xCMiVoGWF0FE43I3BBmcGEuT+nX4ZKWuWqGUL/MoORaRqSKyTESeKOf1RiIyS0SWiMhkT89TZ8s+mEnrsgzym/d3OhSllPJ7gxNjWJORQ25B8QXVc6KohL98tYExby0jJ7+Yqbcm8Y8behMTWefsgsEh0GE0bJkDpee3GRwkXNunBQs3HyRLd8xTymdVmhyLyBgg2BgzEIgTkUQ3xW4GPjDGDAbqi0iSh+epM+xabc03btRxsMORKKWU/xvUPobSMkPatsPVrmPJ1kOMfGUx05bu4KYBrfjut0O4pHPT8k/odAUU5MCuZW5fHtsnnpIyw39X7612TEop7/Jk5DgFmOl6PB9IdlPmMNBRRBoCLYHdnpwnIpNEZIWIrDh0qGbnhfmjwu3LKDIhtOkxyOlQlFLK7/Vu1ZCI0OBqLel29EQR/zNzDTdP/ZGw4CA+nnQRz1zTnfrhoRWf2G44hESUO7UisWl9esZH8YmuWqGUz/IkOa4HnJwglQu4+5M5FUgEHgQ2AUc8Oc8YM8UYk2SMSYqNja1i6LVPw6xVbAvrQHhEPadDUUopv1cnJJgBbRuzpArJsTGGb9bu49KXF/HF6kzuTWnHrIcGM6BttGcVhNWFdsNg8ywoZ8OP6/rGs3FfLhv25nocl1LKPp4kx3lAhOtxZDnnPAvcbYz5C1ZyfJuH5ymXghN5tC3ewtGYJKdDUUqpWiO5fQzbDx1n79H8Ssvuzylg0vsrue/DVTSLCufL+wfx/0Z3Ijy0ijdId7oCcvbA/rVuX/5VjzhCg4VPV+nosVK+yJOEdSWnp0T0BHa6KVMX6C4iwcAAwHh4nnLZvmYJYVJKRHudUqGUUjUlOTEGqHgr6bIyw4c/7GbEy4tYvOUQj13WiS/uHUTXuKjqNdphNEgQbJrl9uVG9cK4tHNTvvg5k+JS721SopSqHk+S4y+Am0XkZWAcsF5EnjmnzHPAFCAHaAzMcHOe+wlYCoCcLUsASOg1zOFIlFKq9ujYtD4xkXXKnXe8M+s4N76TxuOf/0LXFg2Y+/AQ7hrajpDgC/iws16MtaxbOfOOwdpO+vDxIhZt1vttlPI1lf7rN8bkYt1clwYMM8asMcY8cU6ZH40xXY0xkcaYEcaYPDfn6YbyFai7/yd2BrUkKrqCu6CVUkpViYiQ3D6apelZlJWdngNcUlrG5EXbGPXqYtbvzeW5Md2ZMfEi2sTU0D0fnS6HA7/AkZ1uXx7aMZboemE6tUIpH+TRn8bGmCPGmJnGmP1Vqby65wWastJSEvLXcaBhb6dDUUqpWmdQ+xiy8orYfOAYAOv35nDNm0v52+xNDO0Qy/e/HcoN/Vud3syjJnS83Pq+ebbbl0ODg7imdwu+33iAI8eLaq5dpdQF05vkfMCuTStowAmCWl/sdChKKVXrnJx3PG/jAZ6fs4mrXl/K/pxC3rypD/+8uS9NG4TXfKPR7aBJl0qnVhSXGr5aq2seK+VLNDn2AQfXLwYgrrvON1ZKqZrWPCqCdrH1eOnbLby1cBtjerfg+98O4fLuzWt2tPhcHS+3NgM5ke325S5xDejcvAGf6prHSvkUTY59QHBGGodoRFybjk6HopRStdLYvi3p0DSSD+4YwIvX96Rh3TDvN9rpCjClsGVuBXHFsyYjh62uKR9KKedpcuwDWuSuYU9kDyRIfxxKKeUN96S049tHhp6aYmGLuN5QPw42fV1ukat7xRESJHyiN+Yp5TM0G3PYgYxtNOcQRXH9nQ5FKaVUTRKxVq3YNh+K3W9CEhNZh5SOsXzxcyalZe531FNK2UuTY4dlrFkAQHSXoQ5HopRSqsZ1ugKKT8D2heUWGds3ngO5hSzZqmseK+ULNDl2WMmOZZwwdUjoOsDpUJRSStW01slQJwrm/xUOb3NbZFinJjSsG8qnqzJtDk4p5Y4mxw6LOfIz28K7EBJqw80hSiml7BUSBmP+CTm7YfJgWPU+mLOnT9QJCebqnnHMXb+fnPxihwJVSp2kybGDjuVk06ZkB3lNkpwORSmllLd0vAzuWQYt+sCX98PMW85b3u26vvEUlZTxzdp9DgWplDpJk2MH7Vy9kGAxRCYOdjoUpZRS3hQVD7f8Fy592to1762BZ81D7t4iisQmkbqdtFI+QJNjBx3fmkqJCSKh1xCnQ1FKKeVtQcGQ/DDc+T2ERcK/roZvn4CSQkSEsX3jWbnrCNsP5TkdqVIBTZNjB9U/uIIdIW2JbNDI6VCUUrWciEwVkWUi8kQl5ZqKyM92xRWQ4nrBXYsh6XZY9g945xI4tJlre7cgSOAzvTFPKUdpcuyQ4qJCEgo3cbhxb6dDUUrVciIyBgg2xgwE4kQksYLiLwER9kQWwMLqwpWvwPgZkLsX/jmEJpveZ3D7GD5blUGZrnmslGM0OXbIjnVp1JVCQhMGOR2KUqr2SwFmuh7PB5LdFRKR4cBxYL89YSk6XQ73LIfWg2DW73ih6K8U5hxg+fbDTkemVMDS5Ngh2RsXAdCq1zCHI1FKBYB6wMnP6nOBpucWEJEw4Eng0YoqEpFJIrJCRFYcOqSbVtSI+k3hpk9g9PM0yUrj2/BHWb/oE6ejUipgaXLskLC9P7FXmhIb18bpUJRStV8ep6dKROK+738UeMMYc7SiiowxU4wxScaYpNjY2JqNMpAFBcFFdyOTFlAcHs2kPX+g6KvflbvttFLKezQ5doApK6PV8bVkNujpdChKqcCwktNTKXoCO92UuRS4T0QWAr1E5B17QlNnadqVvdfPYlrJaMJWvg1ThsH+X5yOSqmA4lFyXNldziJyj4gsdH2tFpF/ikiIiOw+43j3mg3df2Vu30AMRymLv8jpUJRSgeEL4GYReRkYB6wXkWfOLGCMGWKMSTHGpACrjTF32h+mAujdthnvN7yHZxs/A/nZ8PZwWP4GlJU5HZpSAaHS5NiTu5yNMW+d0akuAaYAPYAZJ48bY/RPX5e9vywAoFm3FGcDUUoFBGNMLtZNeWnAMGPMGmNMuUu6ufpy5ZCTax5P2duWzPHfQ/tLYe7j8MEYyNUd9JTyNk9GjlPw4C5nABFpATQ1xqwELgKuFZFUEfm3iIS4KR+YN3bsTiOHerTs0MvpSJRSAcIYc8QYM9MYoytR+IFre7dABP6zqQDGf2gt+7Y7zdpZb+PXToenVK3mSXJc6V3OZ7gPeMv1+CdgqDEmGTgKXH5u4UC9saNpzmp2RHQnKDjY6VCUUkr5oLiGEQxsF82nqzIoM1gbhty1GBq2hI9vgi8fhKLjToepVK3kSXLsyV3OiEgQ1sd1C1yH1hpjTn7+swmoaNH5gJF9MJPWZRnkN+/vdChKKaV82Ni+8ezJzuenndnWgdgOcMf3MOhhWPUv+OcQyFzlaIxK1UaeJMee3OUMMBj44Yzn74tITxEJBq4F1lQ3yNpk12rrb4eGHcudnaKUUkoxqmsz6oUF8+mqjNMHQ8JgxNNw65fWMm9TR8CS/4OyUucCVaqW8SQ5/oJK7nJ2GQUsPuP5X4D3gdXAcmPM9xcWau1QuH0ZRSaEhB6aHCullCpf3bAQLu/enFm/7OdEUcnZLyYMgXuWQqcrYd5f4L1fwdE9zgSqVC1TaXLs6V3OxpjHjTGfnfF8nTGmhzGmuzHmjzUZtD9rmLWKbWEdCI+o53QoSimlfNzYvvHkFZYwd72b+ygjGsH178I1b8G+NfDWIFj3qe0xKlXbeLTOsd7lXDMKTuTRtngLR2OSnA5FKaWUH+jXpjEtG0fw6cpM9wVEoNeNcPcSa07yJ7fD53dDQa69gSpVi+gOeTbavjaVMCklot1Ap0NRSinlB4KChDG941m6LYu9RyvYSrpxW7htDgx9FNZ+DJOTYfcP5ZdXSpVLk2Mb5Wy2pmS36TXM4UiUUkr5i+v6xGMMfP5zOaPHJwWHwLDH4LbZgIHpo2HBc1BaUvF5SqmzaHJso7r7f2JnUEsaxjRzOhSllFJ+olV0XfonNObTlRkYYzw44SK4eyl0HweL/gZTL4WDm7wfqFK1hCbHNikrLSUhfz0HGvZ2OhSllFJ+ZmyfeLZnHefnPUc9OyG8AYz5p3XD3pFd1prIS/+uS74p5QFNjm2ya/MqGnCcoFYXOR2KUkopP3N5j+ZEhAbzycqMygufqeu1cN8PkDgCvnsSpo2GrHTvBKlULaHJsU0OrlsIQFyP4c4GopRSyu9E1glhdLdmfLVmLwXFVRz9jWwCv/4AxrwNWZutm/XS3oKyMu8Eq5Sf0+TYJsEZaRyiEXFtOjodilJKKT80tm88xwpK+G7DgaqfLAI9xsG9P0DCYJjzKLx3JWTvqPlAlfJzmhzbpEXuGvZEdkeC9C1XSilVdRe3jSYuKvzs7aSrqkFzuHEmXP0G7P/F2jjkp3fAkxv9lAoQmqnZ4EDGNppziKK4AU6HopRSyk8FBQnX9mnB4i2HOJhbUP2KRKD3b+CeZdCyP3zzP/D+Nbr9tFIumhzbIGPNAgCiuwx1OBKllFL+7Lo+8ZR5suaxJxq2hJs/hytfgT0/wVsDYdX7OoqsAp4mxzYo2bGME6YOCV115FgppVT1tY2NpE+rhny6ysM1jysjAkm3w73LoFkP+PJ++HAc5O678LqV8lOaHNsg+shqtod3JiQ0zOlQlFJK+bnr+saz5UAe6zJza67SRm3g1q9g9POwYwm8OQDWfKyjyCogaXLsZcdyskko2c6xJv2cDkUppVQtcGWPOMJCgvhkZQ3PEQ4KgovuhnuWQmwn+HwSfHQT5B2s2XaU8nGaHHvZztULCRZDZOJgp0NRSilVC0RFhDKyS1O+XLOXohIvrFUc3Q5umw0j/hfSv4c3BsC6z2q+HaV8lCbHXnZ8ayolJoiEXkOcDkUppVQtcV3feI6cKGb+Ji+N6gYFw6AH4e4l1pSLT26DmbfC8cPeaU8pH6LJsZdFHlrJzpAEIhs0cjoUpZRStcTg9jE0qV+n6ttJV1VsR7jjOxj+J9j0jTUXeePX3m1TKYdpcuxFxUWFtC3YSFbjPk6HopRSqhYJCQ7i2t4tWLj5IIfzCr3bWHAIDPkd3LUI6jeHj2+CzyZB/hHvtquUQzxKjkVkqogsE5Enynn9HhFZ6PpaLSL/9OS82m7HujTqSiGhCYOcDkUppVQtc13feErKDP9dvdeeBpt2hYnzYeijsO5TeOMi2PKtPW0rZaNKk2MRGQMEG2MGAnEiknhuGWPMW8aYFGNMCrAEmOLJebVd9sZFALTqNczhSJRSStU2HZrWp0d8lPenVpwpOBSGPQZ3zoO6jeHD6+G/90FBjn0xKOVlnowcpwAzXY/nA8nlFRSRFkBTY8xKT84TkUkiskJEVhw6dKgKYfuHsL0/sVeaEhvXxulQlFJK1ULX9Ylnw75cNuytwTWPPRHXCyYthOTfwuoP4c2BsG2+vTEo5SWeJMf1gJP7VOYCTSsoex/wlqfnGWOmGGOSjDFJsbGxnkXsJ0xZGa2OryWzQU+nQ1FKKVVLXdUzjtBg4dNVNo4enxRSBy79s3XDXmgEvH8tfP0IFObZH4tSNciT5DgPiHA9jizvHBEJAoYZYxZU5bzaKnP7BmI4Sln8RU6HopRSntw7EiUis0XkOxH5XER0S08/0KheGJd0asp/V2dSXOqFNY89EZ9kLfl28f2wYjq8dbG1y55SfsqThHUlp6dE9AR2llNuMPBDNc6rlfatWwhA025DnQ1EKRXwPLwH5CbgZWPMCGA/MNrOGFX1Xdc3nqy8IhZvcXB6YmgEjPqrtXmIBMN7V8LsP0BxgXMxKVVNniTHXwA3i8jLwDhgvYg846bcKGBxBed9c2Gh+hezazk51KNVh95Oh6KUUilUcg+IMeZNY8x3rqexgNvdJWr7vSL+KKVjLNH1wuy9Ma88rS+2tp/ufxf8MBmmjoDs7U5HpVSVVJocG2NysTrWNKxpE2uMMed9LGeMedwY81kF5wXUraxNc1azI6I7QcHBToeilFIe3zsiIhcDjYwxae5er833ivir0OAgru7VgnkbD3L0RJHT4UBYPbj8BbjhYzi6G/45FDZ86XRUSnnMo3nAxpgjxpiZxpj9Vam8uuf5uyOH9tG6LIP8ZklOh6KUUuD5vSONgX8At9sUl6oh1/VtQVFpGV+tsWnNY090HG3NRY5JhJk3w+xHocQHknelKhFQN8nZZddq657Ehp2GOByJUkoBHtwD4roBbybwmDFml32hqZrQNS6Kzs0b+MbUijM1bAW3zYEB98APb8H00dZoslI+TJNjLyjYlkqRCSGhR7lLQiullJ2+oPJ7R+4A+gJ/dO12+mubY1QX6Lo+LViTkUP6wWNOh3K2kDC47G8w7l+QtRUmD4bNc5yOSqlyaXLsBQ2zVrEtrAPhEfWcDkUppTy6d8S102mjk7udGmM+diJWVX1X92pBcJDwycrMygs7ocvVcNciazR5xq/huyehtNjpqJQ6jybHNazgRB5ti7dwNKaP06EopdQpgXoPSCCJrV+HYR1j+fznDErLjNPhuNe4rbVpSNLtsPTv8N6vINeH5kkrhSbHNW772lTCpJSIdjqlQimllL2u6xPPgdxCUtOznA6lfKHhcOUrcN1U2LcWJidD+jyno1LqFE2Oa1jOZmup5za9hjkciVJKqUAzvHMTGtYN9b0b89zpPhYmLYTIpvDBdTD/r1BW6nRUSmlyXNPq7v+JnUEtaRjTzOlQlFJKBZg6IcFc1TOOb9fvJ7fAD+bzxnaAO+dBr5tg8Qvwr6vh2AGno1IBTpPjGlRWWkpC/noONuzldChKKaUC1HV94iksKeObtfucDsUzYXXhmjfg6jcgYwX8czDsWOJ0VCqAaXJcg3ZtXkUDjiOtLnY6FKWUUgGqR3wUiU0i/WNqxZl6/wYmzoc6DeBfV8HiF6GszOmoVAAKcTqA2uTguoUkAHE9hjsdivKC4uJiMjIyKCgocDoU5aDw8HDi4+MJDQ11OhSl3BIRrusbz99mb2JH1nESYvxoWdGmXax5yF8/DPOfgV3LYczbUC/a6chUANHkuAYFZ6SRRUPi2nR0OhTlBRkZGdSvX582bdogIk6HoxxgjOHw4cNkZGSQkJDgdDhKleva3i14Yc4mPluVwf+M9LP/k+pEWglx64HWltOTk+H66dDqIqcjUwFCp1XUoLhja9kd2QMJ0re1NiooKCA6OloT4wAmIkRHR+unB8rnNW0QzuDEWD5blUmZr655XBERay3kO7+DkDow/XJY+hoYP7wW5Xc0i6shBzK2EWcOUhQ3wOlQlBdpYqz0d0D5i+v6xpN5NJ+/z9vKiaISp8OpnuY9rV31Ol0B3/0JProR8o84HZWq5TQ5riEZaxYAEN1lqMORKKWUUjCyS1OGd2rC3+dtZfDzC5i8aBvHC/0wSQ6PgnH/gstegK3fweQhkLHS6ahULabJcQ0p2bmcE6YOCV115Fh5x+uvv05KSgoRERGkpKTw+eefV7mOhx9+uEbLeSI7O5vIyEidiqCUzcJDg5k2oR+f3nMxXeIa8LfZmxj8wgLeWuiHSbIIDLgLbp9rPZ82Cn74p06zUF4hxkd+sZKSksyKFSucDqPa0v+3DwUh9en22CKnQ1FesnHjRjp37gzA01+tZ8Pe3Bqtv0tcA/78q66Vlmvfvj3p6ek12rY3ffzxx/zmN7/hm2++YeTIkU6HUyPO/F04SURWGmOSHArJEf7ebwealbuO8Nq8rSzacohGdUO5c3Bbbh3Yhsg6fnZv/ols+OIe2DIHulwNV/3DGl1Wqgoq6rN15LgGHMvJJqFkO8ea9HM6FBWAUlJS+P3vf8+oUaMAyMvL4/LLL2f48OHcdttt55U96amnnuKPf/wjQ4cOpVevXuzfv9/jcvn5+Vx22WX079+fG264gWeffbbc+ObMmcN9993HnDlzAOvGxvHjx5OcnMyVV17JiRMn3B576qmnWLhwIQDvvvsu7777rsfX666+P//5z8yYMQOAp59+mo8++qjqb7ZSfqxv60a8d3t/Pr93ID1bNuTFuZtJfn4+byxI55g/7KZ3Ut3GMH4GjPgLbPwapqTAvrVOR6VqET/7c9E37Vy9kO5iiEwc7HQoyiaejPDaJS0tjQcffJAXX3wRgH379nHfffdx6aWXMnr0aA4cOEDTpk3dnpuens6iRYt44YUXmD9/PjfeeKNH5Tp37kx8fDxffvklgwYNOpV0urN8+XJSU1O55JJLAJgyZQo9e/bko48+Yvr06axbt460tLTzjl3I9X788cfn1XfLLbfwyCOPcMMNNzBnzhz+8Ic/ePT+KlXb9G7ViHdv68/qPUd5bd5WXpy7mSmLt3NncgITBrWhfrgfrOEdFASDHoKWA+A/t8E7l8Jlz0PfCdYUDKUugEcjxyIyVUSWicgTlZR7U0R+5XocIiK7RWSh66t7TQTsi/LSl1JqhIReQ5wORQWgbt26MWbMmFPPQ0NDeeedd7jpppvIzs4mPz+/3HNvueUWAJo0aUJRUZHH5Vq0aMHKlSsZMmQIDz30ULnnrV27lqysLMaOHcvOnTvZs2cPmzZton///gBMmDCBfv36uT12pjOvwZPrdVdfu3btOHbsGAsXLqRbt26Eh4eXG7dSgaBXy4ZMm9CPL+8fRL82jfi/77aQ/PwCXpu3lVx/GUludRHcvQTaDLI2DvlsEhTmOR2V8nOVJsciMgYINsYMBOJEJLGccoOBZsaYr1yHegAzjDEprq9faixqH1P/4Ap2hLQlskEjp0NRASgyMvKs51OnTmXs2LHMmDGDevUq3hmrstfLKzdnzhz+9Kc/sXz5cm666aZyz5s7dy6PP/44Cxcu5MEHH2Tu3Ll06tSJn376CYBnn32Wd955x+2xsLAwjh07dqq9qlyvu/oAxo8fz+23334q2VdKQY/4hrxzaz++uj+Zfm0a8/J3W0j+23xe/X4LOfl+kCTXi4GbPoVhT8C6T+DtYTrNQl0QT0aOU4CZrsfzgeRzC4hIKPA2sFNErnYdvgi4VkRSReTfInLeFA4RmSQiK0RkxaFDh6p1AU4rLiqkbcFGshr3cToUpQAYMWIEzz33HMOHW9uYZ2Zm1ngbvXv35oEHHmD48OGMHz++3GkQc+fOPRXH8OHDmTNnDpMmTWLVqlWkpKSwatUqbr75ZrfHrrrqKl588UXuvvtuoqPL3zrW3fW6qw9g7NixiAjJyed1Y0oFvO7xUbxzaxJfP5DMRW2jefX7rSQ/P5+Xv9tCzgkfT5KDgmDo7+GW/0L+UfjnYHj7EmtFizz/zC+UcypdrUJEpgKvGWPWiMhIoI8x5m/nlLkDuAK4F3gA2A+kARnGmH0i8gYw1xjzZXnt+Otdz1tWLaLDl1exsv/L9L38DqfDUV7kboWCQPX2228zY8YMQkNDCQ0N5Xe/+91ZN/H5ovXr13Pbbbdx1113cccdF/ZvVVersPhrv608s35vDq/N28rc9QeoXyeE2wa14fbkBBrWDXM6tIodz4LV/4a1/4EDv4AEQ7th0OPX0PFya3tqFfAq6rM9uSEvD4hwPY7E/Whzb2CKMWa/iHwA/NX1vND1+ibA7XQMf5e9aTEALXsOdzgSpewzceJEJk6c6HQYVdK1a1d+/PFHp8NQym90jYvinzcnsWFvLv+Yv5XX5qczbelOJgxsw52DfThJrhdj3aw36CE4sAF+mQm/fAKfTYTQutZue93HWQlzsB/cfKhs58m0ipWcnkrRE9jppkw60Nb1OAnYBbwvIj1FJBi4FlhzYaH6prDMH9krTWnSIsHpUJRSSqka1yWuAW/9pi9zHh7M0A6xvL4gneTnF/Di3E0cOV7+jbw+oWkXuPQpeGgt3DbbGj3e+h18eD38XyeY9XvY85NuJqLO4snI8RfAEhGJAy4DxovIM8aYM1eumApME5HxQCgwFmgEfAgI8KUx5vsajdwHmLIyWh1fy46o/sQ5HYxSSinlRZ2aNeCNm/rw4P5jvDZ/K28u3Ma7S3dyy8A2TBzclsb1fHQkGaw5ya0HWl+XPQ/p38PambDqX/DjFGiUAN2vhx7jIKZWftCtqqDS5NgYkysiKcAI4AVjzH7OGQU2xhwDrj/n1EysFStqrb07N9KCo2yL1y2jlVJKBYaOzerzxo192HLgGP+Yn87kRdt4b9lObr64NZMGtyU6so7TIVYspI41taLTFVCQCxu/grUfw+IXYfELENfbmnbR7Tqo736NeMcV5MKB9XBgHez/xfrK2gJBIVCnAYQ3sL7XqV/O4/LKNIBg3QLDo3fAGHOE0ytWKJe9axfQAmjaLcXpUJRSSilbdWhan3/c0JsHh7fnH/PTmbJ4O/9atotbLm7NxCFtifH1JBmspLD3TdZX7j5Y96k1R3nuY/DtHyFhqDWa3PlXVhJpN2MgJ8NKfg+sg/1rrcdHdp4uE9EYmnWH3r+xyhfmWslzYS7k7beS5pPHyjxYdSS07hnJc/1zHkeVc7yBdV5oBITVs76H1oWgYK+9Nd6kfx5cALNrOTnUo1WH3k6HogLARRddxL/+9S86dOjAl19+yWeffXZqS2V3UlJSTm2/fNLDDz/Mq6++el7Zp556ipSUlHJXnFi9ejUAvXr18qi+6sjOzqZVq1ZkZWXpBh1K+ZHEpvV57YbePHhJIq/P38rbS7bzr+W7uD4pno7N6hMXFUGzqHDioiJoEBGC+OoOdg2aw8D7ra9Dm61pF7/8B764B77+LXS8zEqU210CIV6YQlJSCIc2wf51ZyfDBTmuAgLR7aB5L+h9s5UQN+sO9Zt7vitgcYGVKBces+o9lUgfOzupPuvxMcjde/pxURU2WQmuA2F1XYlz3dNJ87nHzkyoz3rd3bEzzgkO88qOiJocX4CmOavZGdGNnsH++ZeRugCzH7U6r5rUrDtc9rdyXx41ahTff/89HTp0YN68eYwePbrKTVQ3kS0vOa6pxBjgu+++o7CwkMWLFzNy5Mgaq1cpZY/2TSJ5dXxvHrgkkTfmp/PhD7spKTv7RreI0GCaNwyneVQ4zRpEENcw/FTi7FMJdGxHuORPMPwJ2POjNZq87jNY/5k1Utv1WitRbjmgesnZ8cPWMnP7fzmdDGdthrIS6/XQutC0K3QdczoJbtLlwpehCw23viKbVL+OstLzk+rCY1B8AopOWN+L813fTx4743nxCevcYwfOOJYPRcfBlFYtFgmCJl3hntTqX48bmhxX05FD+2hdlsHeZtc4HYoKEKNGjeKll17i3nvvZcGCBTz55JPk5eUxbtw4CgoKaN26NdOnT6+wjjNHk48cOcL1119PaWkpxhhSUlLc1vfYY4/x+eefA/D+++8zb948t/UVFhYyYcIE9u7dS3x8PNOnT+fZZ5+luLiY1NRUcnJymDNnDs2aNXMb25w5c7jvvvuYM2cOI0eOpKCggAkTJpCRkUHDhg2ZOXMmQUFB5x174YUXTo16nxxJnzBhAikpKfTr14+1a9cyd+5ct9fmro3nn3+eTp06ccMNN/D000/TsWNHxo8ff2E/PKUCSLvYSF7+dS9eGNuDQ3mF7D1awP6cAvbl5LPvjO9L07M4eKyAc/Jn30qgRaDVAOtr9N8gfZ6VKK/+EFZMhYatrBv5uo+DJp3OP7+sFLJ3WCPAp+YHr4Nje0+XqR8HzbpBx9HQtBs06wGNE3x3SkJQMEQ0sr5qkjFQWgzFx13JtCthLs6v+FidBjUbB5ocV9uu1QtoBDTsNMTpUJQTKhjh9ZYBAwawevVqMjIyqFu3LtHR0WzdupX77ruPSy+9lNGjR3PgwAGaNvXsBpIpU6Zw5ZVX8vDDDzNixAgA9u3bd159zz33HB07dgSspLM8b7/9Nt26dWPGjBk8/fTTTJs2DYD09HQWLVrECy+8wPz587nxxhvdnr98+XJSU1O55JJLTsXXs2dPPvroI6ZPn866detIS0s771h50tLSePDBB3nxxRfLvbaPP/74vPpuueUWHnnkEW644QbmzJnDH/7wB4/eT6XU2UKCg2geFUHzqIhyy5SUlnHwWCH7cmo2gY6ODCMiNJiI0GBCgj1ZtdYDwaFWAttxtDVSuukb60a+1Fdgyf9ZSW2Pcdao78lpEQfWWyOjYN0sF9MREoZYyXCz7tC0O9QrfwdQJxSXlnGsoISc/GJy84vJLSh2PXYdK7COW4+tY4XFpdQPD6FBeChREaE0cH1FRYTSIDyEqIjTx08+rhsWfPYfOCLWdJWQsJpPvKtIk+NqKtiWSpEJIaGHbkOr7BEcHEzfvn15/vnnT007CA0N5Z133mH69OlkZ2eTn5/vcX07duxg3LhxACQlJV1wfRs2bGDMmDGAlcjPnj2bRo0accsttwDQpEkTiorcr4m6du1asrKyGDt2LDt37mTPnj1s2rSJ6667DjidlL/77rvnHZs1a9apevLz84mIsP4j7tat26l4yrs2d22ICMeOHWPhwoV069at1sx/du122hmYZYx5prpllKpJIcFBxDWMIK6hZwn0vpx89ucUWKPRufnsPVp+An1SaLAQHhpMuCtZjggNJjwsmIjQoPOOhYcEExEWZD0/85yw4DOOBVnP439FRMI1hBdmUXfrlwSv+w/yrWuV2/AoK/Htc+vpRDi2k7VShpcZY8grLCG3oOR0EntOMpt7RpJ7btJ7vKjiqQ0hQXIqwa3vSn7D69chr6CEfTkFbD5wjJz8Yo4VlFRaz5kJdINzkueTibaVVIecdbxBRCjBQd775MCvk+Pl0/4fzTNmVV7QC7qVZrE9rAOdIuo50r4KTKNHj+buu+9m0aJFAEydOpWxY8cybtw4hg4dWqW6WrduzYYNGxg+fDirV69m1KhR5dYXERHB4cOHAavjdfdxZteuXUlLS+PSSy8lLS2Nrl27snfvXurVq/zfyNy5c3n88cf57W9/y5/+9Cfmzp1Lp06d+Omnn7jkkkt49tlnadKkidtjYWFhHDt2DLCmZlx77bUAREaePTfP3bW5q2/ixImMHz+e22+/nffee69K76mvEpExQLAxZqCIvCkiicaYrVUto5QTzk6g3Y8onptAZx8voqC4lILiMvKLS8kvKnU9L7WeF5dRUFRK9vEi8ousYyfLnygqKTfRLl9rgoN+T/vQw4gEsa8gBtkjsMfa7AEOIHIQsJ6f7kKtByefnzwsAlLua6f731OviTUrIa/QSogri//sUd4QWkfXPWtk92SyevYxq2xEaLBHU1pKywx5rmQ854wR6DOT9TMT9pz8YjKP5J96fO589fOuoY4VY8dm9Zk2oV+l8VSFXyfHwQ2akV3XmZ3pskkguM/NjrStAteoUaOIjIxkwABrbe0RI0Zw7733MnnyZAAyMzNp06aNR3VNnDiR66+/nk8++YTi4uIK6xsxYgTjxo3j3//+N8899xxDhpw/nejOO+9kwoQJDBkyhJYtW/L444/z7LPPehTL3LlzeemllwAYPnw4b7zxBh988AG33HILKSkpREdH8+9//xvgvGPp6ence++9fPPNN0RHl//xpLtrmzRpkts2xo4dywsvvEBycq35ZCiF08txzsfa9fTcxNeTMojIJGASQKtWrWo+UqWqwZME2lPGGIpLDfnFpRSeSqZPJthlpxPsolIKSk4n3taxNpQZg3HtuGdO1en6jjnj8dmvnTxizNnlzz7//Po4I4eMdCW9J0daz5zmcPJ5ZHiIV0ddTwoOEqLqhhJVt+pbdBtjvf+nk+mSchLrYhpG1PzKIWJ8ZMvEpKQks2LFCqfDUKpcGzdupHPnzk6Hobxs/fr13Hbbbdx1113ccccdbsu4+10QkZXGmCQ7Yqwq13SJ14wxa0RkJNDHGPO3qpY5l/bbSil/VVGf7dcjx0opVdO6du3Kjz/+6HQYNS0PODmpMxJwd4eSJ2WUUqrW085PqSrwlU9alHP89HdgJdY0CYCewM5qllFKqVpPR46V8lB4eDiHDx8mOjra+QXqlSOMMRw+fNgfV7D4AlgiInHAZcB4EXnGGPNEBWUusj1KpZTyAZocK+Wh+Ph4MjIyOHTokNOhKAeFh4cTHx/vdBhVYozJFZEUYATwgjFmP7CmkjI5KKVUANLkWCkPhYaGkpDgzOooSl0oY8wRTq9GUe0ySilV2+mcY6WUUkoppVw0OVZKKaWUUspFk2OllFJKKaVcfGYTEBE5BOyqxqkxQFYNh+MPAvG6A/GaITCv2x+vubUxJtbpIOxUzX7bH3+2NSEQrzsQrxkC87r98ZrL7bN9JjmuLhFZ4au7UnlTIF53IF4zBOZ1B+I1B4pA/dkG4nUH4jVDYF53bbtmnVahlFJKKaWUiybHSimllFJKudSG5HiK0wE4JBCvOxCvGQLzugPxmgNFoP5sA/G6A/GaITCvu1Zds9/POVZKKaWUUqqm1IaRY6WUUkoppWqEJsdKKaWUUkq5+HVyLCJTRWSZiDzhdCx2EJEoEZktIt+JyOciEuZ0THYSkaYi8rPTcdhJRN4UkV85HYddRKSRiMwSkSUiMtnpeFTNCrQ+GwK73w7EPhsCq9+urX223ybHIjIGCDbGDATiRCTR6ZhscBPwsjFmBLAfGO1wPHZ7CYhwOgi7iMhgoJkx5iunY7HRzcAHxpjBQH0RqTXrZga6AO2zIbD77YDqsyEg++1a2Wf7bXIMpAAzXY/nA8nOhWIPY8ybxpjvXE9jgYNOxmMnERkOHMf6z6XWE5FQ4G1gp4hc7XQ8NjoMdBSRhkBLYLez4agalEKA9dkQuP12oPXZELD9dq3ss/05Oa4HZLoe5wJNHYzFViJyMdDIGJPmdCx2cH0M+STwqNOx2OgWYAPwAtBfRB5wOB67pAKJwIPAJuCIs+GoGhSwfTYEVr8doH02BGa/XSv7bH9OjvM4/XFNJP59LR4TkcbAP4DbnY7FRo8CbxhjjjodiI16A1OMMfuBD4BhDsdjl2eBu40xf8HqaG9zOB5VcwKyz4aA7LcDsc+GwOy3a2Wf7c+d00pOfyzXE9jpXCj2cP01PhN4zBizy+l4bHQpcJ+ILAR6icg7Dsdjh3SgretxEhAoP++6QHcRCQYGALoQe+0RcH02BGy/HYh9NgRmv10r+2y/3QRERBoAS4B5wGXARcaYHGej8i4RuQfrr7Q1rkNvGWM+djAk24nIQmNMitNxeJuI1AemYX30HAqMNcZkVnyW/xOR/sB0oDWwHLjWGJPnbFSqJgRinw3abwdKnw2B2W/X1j7bb5NjsJYQAUYAi10fYyillPJR2mcrpfyBXyfHSimllFJK1SR/nnOslFJKKaVUjdLkWCmllFJKKRdNjpVSSimllHLR5FgppZRSSikXTY6VUkoppZRy+f+/a/TOWggNTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs_range, history_train_accuracy, label='Training Accuracy')\n",
    "plt.plot(epochs_range, history_val_accuracy, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, history_train_loss, label='Training Loss')\n",
    "plt.plot(epochs_range, history_val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 七、保存and加载模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这是最简单的模型保存与加载方法哈"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存模型\n",
    "model.save('model/21_model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载模型\n",
    "new_model = tf.keras.models.load_model('model/21_model.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 八、预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 采用加载的模型（new_model）来看预测结果\n",
    "\n",
    "plt.figure(figsize=(18, 3))  # 图形的宽为18高为5\n",
    "plt.suptitle(\"预测结果展示\")\n",
    "\n",
    "for images, labels in val_ds.take(1):\n",
    "    for i in range(8):\n",
    "        ax = plt.subplot(1,8, i + 1)  \n",
    "        \n",
    "        # 显示图片\n",
    "        plt.imshow(images[i].numpy())\n",
    "        \n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(images[i], 0) \n",
    "        \n",
    "        # 使用模型预测图片中的人物\n",
    "        predictions = new_model.predict(img_array)\n",
    "        plt.title(class_names[np.argmax(predictions)])\n",
    "\n",
    "        plt.axis(\"off\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8rc1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {
    "height": "212px",
    "width": "160px"
   },
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "180px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
